Science Self-Efficacy (SSE) Relationship on Cognitive Learning Outcomes amongst The Ecology Concept

Keywords: Cognitive Learning Outcomes, Ecology Concept, Science Self-Efficacy (SSE), Science Learning, Self-Efficacy

Abstract

Purpose of the study: Science Self-Efficacy (SSE) is important for students because it is directly related to their belief in their ability to learn and complete science tasks. Students with high SSE tend to be more confident, do not give up easily when faced with difficulties, and have greater motivation and involvement in the science learning process. This study aims to determine the effect of SSE on students’ cognitive learning outcomes in the Ecology concept, focusing solely on identifying the relationship between these two variables.

Methodology: This research utilized a quantitative ex post facto correlational design with Simple Random Sampling. The instruments used were a 30-item Science Self-Efficacy (SSE) questionnaire and a cognitive learning test. Data were analyzed using descriptive statistics and Spearman’s rank correlation in SPSS version 27 to determine relationships among variables.

Main Findings: The study revealed that students’ Science Self-Efficacy (SSE) was predominantly categorized as High, with 60% of participants reaching this level. The Spearman correlation coefficient of 0.623 and the significance value of 0.001 indicated a positive, significant relationship between SSE and cognitive learning outcomes. These findings confirm that higher levels of SSE strongly contribute to improved cognitive performance in learning the Ecology concept.

Novelty/Originality of this study: This studies rarely examine Science Self-Efficacy (SSE) as a domain-specific construct related to higher-order cognitive outcomes in Ecology, its dimensions (magnitude, strength, and generality), or evidence from multicultural contexts such as Indonesian schools abroad.

Author Biographies

Marsha Hemalia Putri, UIN Sunan Ampel Surabaya

Department of Science Education, Science Education, UIN Sunan Ampel Surabaya, Jawa Timur, Indonesia

Nailil Inayah, UIN Sunan Ampel Surabaya

Department of Science Education, Science Education, UIN Sunan Ampel Surabaya, Jawa Timur, Indonesia

Maunah Setyawati, UIN Sunan Ampel Surabaya

Department of Science Education, Science Education, UIN Sunan Ampel Surabaya, Jawa Timur, Indonesia

Rizka Novia Rochmawati, Sekolah Indonesia Jeddah

Sekolah Indonesia Jeddah, Jeddah, Saudi Arabia

References

F. Mokambu, “Pengaruh model project based learning terhadap kemampuan berpikir kreatif siswa pada pembelajaran IPA Di Kelas V SDN 4 Talaga Jaya [The influence of the project-based learning model on students' creative thinking skills in science learning in Class V of SDN 4 Talaga Jaya],” Prosiding Seminar Nasional Pendidikan Dasar, pp. 56–62, 2021.

H. Hasriani, U. Hamim, and R. Mahmud, “Strengthening scouting character values through a moral integrated approach for elementary school students,” ijins, vol. 26, no. 3, 2025, doi: 10.21070/ijins.v26i3.1463.

J. Jayadi, A. Marini, and Z. Ms, “Implementation of the independent curriculum in preparing the 21st century generation to welcome the era of society 5.0,” JMIE, vol. 7, no. 1, p. 99, 2023, doi: 10.32934/jmie.v7i1.523.

T. Tanti, A. Astalini, D. A. Kurniawan, D. Darmaji, T. O. Puspitasari, and I. Wardhana, “Attitude for physics: The condition of high school students,” Jurnal Pendidikan Fisika Indonesia, vol. 17, no. 2, pp. 126-132, 2021, doi: 10.15294/jpfi.v17i2.18919.

A. A. Putri, I. A. Sabilla, S. A. Fadhilah, V. Aridansyah, M. F. Q. Mufadhol, and W. Sukmawati, “Ilmu pengetahuan alam dan bidang 4 ilmu pengetahuan alam [Natural sciences and field 4 natural sciences],” Arjuna, vol. 3, no. 1, pp. 287–304, 2025, doi: 10.61132/arjuna.v3i1.1597.

M. Firdaus, E. Sulistri, and R. Anitra, “Hubungan efikasi diri dengan hasil belajar ranah kognitif ipa siswa kelas IV SD Negeri 88 Singkawang [The relationship between self-efficacy and learning outcomes in the cognitive domain of science for fourth grade students at Singkawang State Elementary School 88],” Orb. J. Pend. Ilm. Fis., vol. 9, no. 1, pp. 103–111, 2023, doi: 10.31764/orbita.v9i1.14633.

T. Tanti, W. Utami, D. Deliza, and M. Jahanifar, “Investigation in vocation high school for attitude and motivation students in learning physics subject”, Journal Evaluation in Education (JEE), vol. 6, no. 2, pp. 479-490, 2025, doi: 10.37251/jee.v6i2.1452.

E. Widiarti, “Upaya meningkatan hasil belajar ipa menggunakan media kit magnet bagi siswa kelas ix [Efforts to improve science learning outcomes using magnetic media kits for grade 9 students],” Science, vol. 3, no. 2, pp. 121–129, 2023, doi: 10.51878/science.v3i2.2319.

M. Nabilah, S. S. Sitompul, and H. Hamdani, “Analisis kemampuan kognitif peserta didik dalam menyelesaikan soal momentum dan impuls [Analysis of students’ cognitive abilities in solving momentum and impulse problems],” JIPPF, vol. 1, no. 1, pp. 1–7, 2020, doi: 10.26418/jippf.v1i1.41876.

N. N. Awaliah, A. Rusyana, and T. Sopyan, “Pengaruh model discovery learning berbasis concept mapping terhadap hasil belajar kognitif [The influence of the concept mapping-based discovery learning model on cognitive learning outcomes],” J-KIP, vol. 2, no. 2, pp. 33–38, 2021, doi: 10.25157/j-kip.v2i2.5244.

E. D. Novista and N. N. Simamora, “Hubungan antara minat belajar terhadap hasil belajar fisika kelas xi mipa sma negeri 4 Kota Jambi [The relationship between learning interest and physics learning outcomes of class XI MIPA at State Senior High School 4, Jambi City],” In. Sci. Ed. J, vol. 2, no. 2, pp. 66–71, 2021, doi: 10.37251/isej.v2i2.168.

A. Rauf, S. Suarman, and S. Kartikowati, “The influence of emotional intelligence and student learning behavior through student motivation on student learning outcomes,” Journal of Educational Sciences., vol. 4, no. 4, pp. 881, 2020, doi: 10.31258/jes.4.4.p.881-889.

N. Firdausy and J. Sirait, “Korelasi self-efficacy terhadap hasil belajar ipa peserta didik dalam pembelajaran online [Correlation of self-efficacy with students' science learning outcomes in online learning],” Jurnal Pendidikan dan Pembelajaran Khatulistiwa (JPPK), vol. 12, no. 8, pp. 2168–2175, 2023, doi: 10.26418/jppk.v12i8.68507.

G. Gamar Abdullah, G. Abdullah, I. Isnanto, and N. Putu Yuni Vidiyanti, “Student’s Self-Confidence and Their Learning Achievement on Elementary Schools,” in Proceedings of the 5th International Conference on Education and Technology (ICET 2019), Kota Batu, Jawa Timur, Indonesia: Atlantis Press, 2019. doi: 10.2991/icet-19.2019.37.

X. Hu, Y. Jiang, and H. Bi, “Measuring science self-efficacy with a focus on the perceived competence dimension: using mixed methods to develop an instrument and explore changes through cross-sectional and longitudinal analyses in high school,” IJ STEM Ed, vol. 9, no. 47, pp. 1–24, Dec. 2022, doi: 10.1186/s40594-022-00363-x.

T. Honicke, J. Broadbent, and M. Fuller-Tyszkiewicz, “The self-efficacy and academic performance reciprocal relationship: the influence of task difficulty and baseline achievement on learner trajectory,” Higher Education Research & Development, vol. 42, no. 8, pp. 1936–1953, Nov. 2023, doi: 10.1080/07294360.2023.2197194.

X. Tang and D. Zhang, “How informal science learning experience influences students’ science performance: a cross-cultural study based on PISA 2015,” International Journal of Science Education, vol. 42, no. 4, pp. 598–616, Mar. 2020, doi: 10.1080/09500693.2020.1719290.

D. H. Schunk and M. K. DiBenedetto, “Motivation and social cognitive theory,” Contemporary Educational Psychology, vol. 60, no. 101832, pp. 15–31, 2020, doi: 10.1016/j.cedpsych.2019.101832.

T.-J. Lin, “Multi-dimensional explorations into the relationships between high school students’ science learning self-efficacy and engagement,” International Journal of Science Education, vol. 43, no. 8, pp. 1193–1207, 2021, doi: 10.1080/09500693.2021.1904523.

R. Ridwan, S. I. Fadilah, A. M. Aziz, K. Kusnadi, T. Rahman, and F. Virijai, “Kajian pedagogik: Strategi pembelajaran pada konsep ekosistem dan lingkungan untuk siswa SMA [Kajian pedagogik : Strategi pembelajaran pada konsep ekosistem dan lingkungan untuk siswa SMA],” ED, vol. 6, no. 3, pp. 2701–2722, 2024, doi: 10.31004/edukatif.v6i3.6975.

S. I. Kartopa, “Pelaksanaan Pendidikan Ekologi Pada Kelas V SDK Sang Timur Yogyakarta Dalam Upaya Perawatan Lingkungan Hidup [Implementation of Ecology Education in Class V of SDK Sang Timur Yogyakarta in an Effort to Care for the Environment],” B.S. Thesis, Tesis Sarjana, Universitas Sanata Dharma, Sanata Dharma University, 2020.

K. D. Praja and M. S. Prastiwi, “Analisis faktor pengaruh hasil belajar siswa materi ekologi sekolah menengah atas pada masa pandemi covid-19 [Analysis of factors influencing student learning outcomes in high school ecology material during the COVID-19 pandemic],” BioEdu, vol. 11, no. 1, pp. 39–48, 2021, doi: 10.26740/bioedu.v11n1.p39-48.

J. Sodik, A. H. Mawaddah, and M. C. Sutarja, “Self-efficacy: Pengaruhnya terhadap hasil belajar siswa pesisir [Self-efficacy: Its influence on coastal students' learning outcomes],” Jurnal Pendidikan dan Pembelajaran Sains Indonesia (JPPSI), vol. 7, no. 1, pp. 8–15, 2024, doi: 10.23887/jppsi.v7i1.73347.

K. Boden, E. Kuo, T. J. Nokes-Malach, T. Wallace, and M. Menekse, “Investigating the predictive relations between self-efficacy and achievement goals on procedural and conceptual science learning,” The Journal of Educational Research, vol. 116, no. 5, pp. 241–253, 2023, doi: 10.1080/00220671.2023.2251415.

E. C. Burns, A. J. Martin, R. K. Kennett, J. Pearson, and V. Munro-Smith, “Optimizing science self-efficacy: A multilevel examination of the moderating effects of anxiety on the relationship between self-efficacy and achievement in science,” Contemporary Educational Psychology, vol. 64, no. 2, p. 101937, 2021, doi: 10.1016/j.cedpsych.2020.101937.

S. Sugiyono, Metode Penelitian Kuantitatif, Kualitatif Dan R & D [Quantitative, Qualitative and R & D Research Methods], 25th ed. Bandung: Alfabeta, 2016.

N. A. Harpizon, Y. Yovita, S. Susilawati, and R. Vebrianto, “Pengembangan instrumen self-efficacy siswa kelas v pada materi ekosistem di sekolah dasar [Development of self-efficacy instruments for fifth grade students on ecosystem material in elementary schools],” EDUPROXIMA, vol. 7, no. 1, pp. 163–171, 2025, doi: 10.29100/.v7i1.5827.

A. Bandura, Self-efficacy: the exercise of control, 1st ed. New York :W.H. Freeman and Company, 1997.

S. E. P. Widoyoko and S. Z. Qudsy, Evaluasi Program Pembelajaran: Panduan Praktis Bagi Pendidik Dan Calon Pendidik [Learning Program Evaluation: A Practical Guide for Educators and Prospective Educators], 9th ed. Yogyakarta: Pustaka Pelajar, 2009.

D. A. De Vaus, Surveys in Social Research, 5th ed. in Social research to test ideas, selected writings. With an introd. by Paul F. Lazarsfeld. London: Routledge, 2002.

D. Dalyono, Psikologi Pendidikan [Educational Psychology], 8th ed. Jakarta: Rineka Cipta, 2011.

S. Carroll, V. McCauley, and M. Grenon, “Science self-efficacy beliefs of upper primary students in Ireland,” International Journal of Science Education, vol. 46, no. 6, pp. 503–523, 2024, doi: 10.1080/09500693.2023.2245947.

R. A. Baron and D. Byrne, Psikologi Sosial Jilid II [Social Psychology Volume II], 10th ed. Jakarta: Erlangga, 2012.

E. Kartini, “Hubungan antara self-efficacy dengan kemampuan representasi matematis dalam pembelajaran matematika [The relationship between self-efficacy and mathematical representation ability in mathematics learning],” pedagogy, vol. 10, no. 3, pp. 1027–1042, 2025, doi: 10.30605/pedagogy.v10i3.6832.

A. P. Zelya et al., “Analisis deskriptif tingkat self efficacy siswa sma di Kabupaten Ogan Ilir [Descriptive analysis of the level of self-efficacy of high school students in Ogan Ilir Regency],” JER, vol. 6, no. 1, pp. 1950–1956, 2025, doi: https://doi.org/10.47827/jer.v6i1.723.

B. C. Putri, F. T. Aldila, and M. M. Matondang, “Hubungan antara karakter motivasi belajar dengan hasil belajar siswa [The relationship between learning motivation character and student learning outcomes],” In. Sci. Ed. J, vol. 3, no. 2, pp. 45–49, 2022, doi: 10.37251/isej.v3i2.252.

M. S. Muna, N. Khotimah, and Y. J. Zuhaira, “Self-efficacy guru terhadap dinamika pembelajaran online di masa pandemi covid-19 [Teacher self-efficacy towards the dynamics of online learning during the Covid-19 pandemic],” ED, vol. 3, no. 5, pp. 3113–3122, 2021, doi: 10.31004/edukatif.v3i5.754.

B. A. Azzahra, R. Fitriza, and F. Mardika, “Analisis self efficacy peserta didik dalam pembelajaran matematika dengan model pembelajaran search, solve, create, share [Analysis of students' self-efficacy in learning mathematics using the search, solve, create, share learning model],” MEJ, vol. 7, no. 2, pp. 121–131, 2023, doi: 10.15548/mej.v7i2.7053.

N. Fatiman, L. Y. L. K. La Kalamu, Hujairah Hi Muhammad, and S. Tinamba, “Pengaruh self eficacy terhadap hasil belajar matematika siswa SMA Yasmu Sofifi Kota Tidore Kepulauan [The influence of self-efficacy on mathematics learning outcomes of students at Yasmu Sofifi High School, Tidore Islands City],” Jurnal Ilmiah Matematika (JIMAT, vol. 4, no. 1, pp. 67–84, Jun. 2023, doi: 10.5281/zenodo.8266750.

T. Tanti, A. Astalini, D. Darmaji, D. A. Kurniawan, and R. Fitriani, “Student perception review from gender: Electronic moduls of mathematical physics,” JPI (Jurnal Pendidikan Indonesia), vol. 11, no. 1, pp. 125-132, 2022, doi: 10.23887/jpiundiksha.v11i1.35107.

R. P. Wirayuda, R. Wandai, and A. A. Br. Ginting, “Hubungan sikap siswa terhadap hasil pembelajaran fisika SMA N 1 Kota Sungai Penuh [The relationship between students' attitudes towards physics learning outcomes at SMA N 1 Kota Sungai Penuh],” In. Sci. Ed. J, vol. 3, no. 1, pp. 24–27, Jan. 2022, doi: 10.37251/isej.v3i1.172.

M. Ilhami et al., “The influence of scientific attitude, active learning, and friendly character on science learning outcomes in junior high school students,” Jur. Ilmh. Ilm. Ter. Un. Ja, vol. 9, no. 1, pp. 1–14, 2025, doi: 10.22437/jiituj.v9i1.41809.

A. K. Knapp and C. D’Avanzo, “Teaching with principles: Toward more effective pedagogy in ecology,” Ecosphere, vol. 1, no. 6, pp. 1–10, 2010, doi: 10.1890/ES10-00013.1.

R. A. M. Athia, L. Fatimahtuzzahro, and M. Maryana, “Self-Efficacy academic pada mahasiswa [Academic Self-Efficacy in Students],” J. Ilmiah Zona Psikologi, vol. 6, no. 3, pp. 1–9, Jul. 2024, doi: 10.37776/jizp.v6i3.1445.

N. Adicondro and A. Purnamasari, “Efikasi diri, dukungan sosial keluarga dan self regulated learning pada siswa kelas viii [Self-efficacy, family social support and self-regulated learning in grade VIII students],” HUMANITAS, vol. 8, no. 1, pp. 17–27, 2011, doi: 10.26555/humanitas.v8i1.448.

A. Subaidi, “Self-Efficacy siswa dalam pemecahan masalah matematika [Students’ Self-Efficacy in Solving Mathematical Problems],” Jurnal ∑igma, vol. 1, no. 2, pp. 64–68, 2016, doi: 10.0324/SIGMA.V1I2.68.

V. F. Azmi, S. D. Fatmaryanti, and N. Ngazizah, “Five senses windmill: An innovative edutainment learning media integrating local wisdom to enhance conceptual understanding in students with intellectual disabilities,” Integrated Science Education Journal, vol. 7, no. 1, pp. 156-167, 2026, doi: 10.37251/isej.v7i1.2364.

E. P. Artifasari, S. Rahayu, and V. Ria Mustikasari, “Analisis kebutuhan pengeksplisitan hakikat sains (NOS) dalam bahan ajar pada topik lapisan bumi [Analysis of the need to make the essence of science (NOS) explicit in teaching materials on the topic of the layers of the earth],” JMIPAP, vol. 1, no. 2, pp. 137–141, Feb. 2021, doi: 10.17977/um067v1i2p137-141.

N. A. Isnaini, N. I. Rosyida, R. Wulandari, T. Tarsono, and H. Hasbiyallah, “Dari stimulus-respon hingga modifikasi perilaku; tinjauan teori behaviorisme john b. watson dan realisasinya dalam pembelajaran [From stimulus-response to behavior modification; a review of John B. Watson’s behaviorism theory and its implementation in learning.],” jiip, vol. 6, no. 12, pp. 10062–10070, 2023, doi: 10.54371/jiip.v6i12.2442.

F. Herawadini, D. Setiadi, T. A. Lestari, and B. S. Handayani, “Pengaruh pembelajaran berbasis masalah berbantuan video animasi terhadap kemampuan berpikir komputasional pada pembelajaran biologi kelas xI SMA Negeri 10 Mataram [The influence of problem-based learning assisted by animated videos on computational thinking skills in biology learning for class XI of SMA Negeri 10 Mataram],” Journal of Classroom Action Research, vol. 8, no. 1, pp. 1–9, 2026, doi: 10.29303/jcar.v8i1.14003.

C. P. R. Azhari and S. Wibowo, “The effect of self-efficacy on the independence and activity of elementary school students’ learning: Systematic literature review,” Jurnal PGSD Indonesia, vol. 11, no. 2, pp. 1–12, 2025, doi: 10.250121/jpgsdi.v11i2.

Published
2026-03-26
How to Cite
[1]
M. H. Putri, N. Inayah, M. Setyawati, and R. N. Rochmawati, “Science Self-Efficacy (SSE) Relationship on Cognitive Learning Outcomes amongst The Ecology Concept”, In. Sci. Ed. J, vol. 7, no. 2, pp. 299-308, Mar. 2026.
Section
Articles